{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶散点图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # mac自带中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.8\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶散点图-去掉画布外框、去掉坐标轴刻度横线、圆点根据mc排名大小设置面积大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# MC represents market capitalization\n",
    "\n",
    "\"\"\"准备数据\"\"\"\n",
    "data=pd.DataFrame(data={'rank':[10,9,8,7,6,5,4,3,2,1],\n",
    "                        'company':['推特','沃达丰','IBM','思科','英特尔','奥多比','英伟达','万事达卡','谷歌C','脸书'],\n",
    "                        'MC':[432.11, 446.75, 1107.94, 1879.51, 1997.78, 2386.36, 3254.89,3544.57,6536.81, 7743.65]})\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#散点大小，由MC数据归一化到0-500\n",
    "data['size']=data['MC']*500/(data['MC'].max()-data['MC'].min())\n",
    "\n",
    "\n",
    "#圆点颜色值 rgb十六进制\n",
    "data['color']=[ '#E6E6FA', '#FFF0F5', '#FFC1C1', '#FF6A6A', '#FF3030','#EE799F', '#CD919E', '#CD5555', '#8B3A62','#8B636C']\n",
    "\n",
    "#圆点Y值\n",
    "data['Y']=10-data['rank']\n",
    "\n",
    "fig,ax = plt.subplots(1,1,dpi=300)\n",
    "\n",
    "#隐藏y轴\n",
    "ax.get_yaxis().set_visible(False)\n",
    "\n",
    "#将刻度小横线设置为白色，标签颜色为黑色\n",
    "plt.tick_params(axis='x',color='w',labelcolor='#3d405b')\n",
    "\n",
    "\n",
    "#x,y轴刻度范围\n",
    "ax.set_xlim(200, 9000)\n",
    "ax.set_xticks(range(200, 9000, 1000))\n",
    "ax.set_ylim(-1,10)\n",
    "\n",
    "\n",
    "#画 x，y水平线，设置颜色，线类型，和线宽度\n",
    "for i in range(200,9000,1000):\n",
    "    ax.axvline(x=i,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "for y in range(10):\n",
    "    ax.axhline(y=y,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "\n",
    "#画散点图，传入s参数，绘制不同面积的圆点\n",
    "ax.scatter('MC', 'company', c='color', s='size', data=data)   #c : color  s :size  这里传入了序列\n",
    "\n",
    "#标注圆点文字，设置圆点内文字大小，mc越高文字越大\n",
    "\n",
    "data['text_size']=[6,6,7,7,8,8,9,9,9,10]\n",
    "for rank,company in zip(data['rank'],data['company']):\n",
    "    MC=data[data['company']==company]['MC']\n",
    "    text_size=data[data['company']==company]['text_size']\n",
    "    ax.text(MC-500*text_size/17,10-rank-0.1,company,fontdict={'color':'#1C1C1C','size':text_size},fontweight='heavy')\n",
    "\n",
    "#去掉上下左右外框\n",
    "for i in ['top','right','left','bottom']:\n",
    "    ax.spines[i].set_visible(False)\n",
    "plt.title(\"2020年知名美股总市值比较\")\n",
    "# plt.savefig(\"D_07.png\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶散点图-纵轴显示公司名 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei'] # 指定默认字体\n",
    "mpl.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为`a方块的问题\n",
    "\n",
    "\"\"\"准备数据\"\"\"\n",
    "data=pd.DataFrame(data={'rank':[10,9,8,7,6,5,4,3,2,1],\n",
    "                        'company':['推特','沃达丰','IBM','思科','英特尔','奥多比','英伟达','万事达卡','谷歌C','脸书'],\n",
    "                        'MC':[432.11, 446.75, 1107.94, 1879.51, 1997.78, 2386.36, 3254.89,3544.57,6536.81, 7743.65]})\n",
    "\n",
    "\n",
    "#散点大小 ，由mc数值归一化到0-500\n",
    "data['size']=data['MC']*500/(data['MC'].max()-data['MC'].min())\n",
    "\n",
    "#圆点颜色值 rgb十六进制\n",
    "data['color']=[ '#E6E6FA', '#FFF0F5', '#FFC1C1', '#FF6A6A', '#FF3030','#EE799F', '#CD919E', '#CD5555', '#8B3A62','#8B636C']\n",
    "\n",
    "#圆点Y值\n",
    "data['Y']=10-data['rank']\n",
    "\n",
    "#开始画图\n",
    "fig,ax=plt.subplots(1,1,dpi=300)\n",
    "\n",
    "#将刻度小横线设置为白色，标签颜色为深蓝色\n",
    "plt.tick_params(axis='x',color='w',labelcolor='#3d405b')\n",
    "plt.tick_params(axis='y',color='w',labelcolor='#3d405b')\n",
    "\n",
    "#x,y轴刻度范围\n",
    "ax.set_xlim(200, 9000)\n",
    "ax.set_xticks(range(200, 9000, 1000))\n",
    "ax.set_ylim(-1,10)\n",
    "\n",
    "# y轴标签\n",
    "ylabels=data['company'].tolist()\n",
    "ax.set_ylim(-1,10)\n",
    "ax.set_yticklabels(ylabels)\n",
    "\n",
    "#画 x，y水平线，设置颜色，线类型，和线宽度\n",
    "for i in range(200,9000,1000):\n",
    "    ax.axvline(x=i,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "for y in range(10):\n",
    "    ax.axhline(y=y,c=\"gray\",ls=\"-\",lw=0.1)\n",
    "\n",
    "\n",
    "#画散点图 设置圆点内文字大小，gdp越高文字越大\n",
    "ax.scatter('MC', 'company', c='color', s='size', data=data)   #c : color  s :size  这里传入了序列\n",
    "\n",
    "#隐藏上下左右外边框\n",
    "for i in ['top','right','left','bottom']:\n",
    "    ax.spines[i].set_visible(False)\n",
    "plt.title(\"2020年知名美股总市值比较\")\n",
    "# plt.savefig(\"D_08.png\")\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
